Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 58645 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.8 MiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 4 |
| Boolean | 1 |
cb_person_cred_hist_length is highly overall correlated with person_age | High correlation |
cb_person_default_on_file is highly overall correlated with loan_grade and 1 other fields | High correlation |
loan_amnt is highly overall correlated with loan_percent_income | High correlation |
loan_grade is highly overall correlated with cb_person_default_on_file and 1 other fields | High correlation |
loan_int_rate is highly overall correlated with cb_person_default_on_file and 1 other fields | High correlation |
loan_percent_income is highly overall correlated with loan_amnt | High correlation |
person_age is highly overall correlated with cb_person_cred_hist_length | High correlation |
id is uniformly distributed | Uniform |
id has unique values | Unique |
person_emp_length has 7586 (12.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-01 22:55:20.622992 |
|---|---|
| Analysis finished | 2024-10-01 22:55:30.741182 |
| Duration | 10.12 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 58645 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29322 |
| Minimum | 0 |
|---|---|
| Maximum | 58644 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2932.2 |
| Q1 | 14661 |
| median | 29322 |
| Q3 | 43983 |
| 95-th percentile | 55711.8 |
| Maximum | 58644 |
| Range | 58644 |
| Interquartile range (IQR) | 29322 |
Descriptive statistics
| Standard deviation | 16929.498 |
|---|---|
| Coefficient of variation (CV) | 0.57736504 |
| Kurtosis | -1.2 |
| Mean | 29322 |
| Median Absolute Deviation (MAD) | 14661 |
| Skewness | 0 |
| Sum | 1.7195887 × 109 |
| Variance | 2.8660789 × 108 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 39089 | 1 | < 0.1% |
| 39091 | 1 | < 0.1% |
| 39092 | 1 | < 0.1% |
| 39093 | 1 | < 0.1% |
| 39094 | 1 | < 0.1% |
| 39095 | 1 | < 0.1% |
| 39096 | 1 | < 0.1% |
| 39097 | 1 | < 0.1% |
| 39098 | 1 | < 0.1% |
| Other values (58635) | 58635 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 58644 | 1 | |
| 58643 | 1 | |
| 58642 | 1 | |
| 58641 | 1 | |
| 58640 | 1 | |
| 58639 | 1 | |
| 58638 | 1 | |
| 58637 | 1 | |
| 58636 | 1 | |
| 58635 | 1 |
person_age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.550857 |
| Minimum | 20 |
|---|---|
| Maximum | 123 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 23 |
| median | 26 |
| Q3 | 30 |
| 95-th percentile | 39 |
| Maximum | 123 |
| Range | 103 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.0332158 |
|---|---|
| Coefficient of variation (CV) | 0.21898469 |
| Kurtosis | 6.4083796 |
| Mean | 27.550857 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.9654967 |
| Sum | 1615720 |
| Variance | 36.399693 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23 | 7726 | |
| 22 | 7051 | |
| 24 | 6395 | |
| 25 | 5067 | 8.6% |
| 27 | 4450 | 7.6% |
| 26 | 3874 | 6.6% |
| 28 | 3707 | 6.3% |
| 29 | 3270 | 5.6% |
| 30 | 2333 | 4.0% |
| 31 | 1917 | 3.3% |
| Other values (43) | 12855 |
| Value | Count | Frequency (%) |
| 20 | 12 | < 0.1% |
| 21 | 1795 | 3.1% |
| 22 | 7051 | |
| 23 | 7726 | |
| 24 | 6395 | |
| 25 | 5067 | |
| 26 | 3874 | |
| 27 | 4450 | |
| 28 | 3707 | |
| 29 | 3270 |
| Value | Count | Frequency (%) |
| 123 | 1 | < 0.1% |
| 84 | 2 | < 0.1% |
| 80 | 2 | < 0.1% |
| 76 | 1 | < 0.1% |
| 73 | 3 | < 0.1% |
| 70 | 10 | |
| 69 | 6 | |
| 66 | 11 | |
| 65 | 13 | |
| 64 | 10 |
person_income
Real number (ℝ)
| Distinct | 2641 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64046.173 |
| Minimum | 4200 |
|---|---|
| Maximum | 1900000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 4200 |
|---|---|
| 5-th percentile | 28800 |
| Q1 | 42000 |
| median | 58000 |
| Q3 | 75600 |
| 95-th percentile | 120000 |
| Maximum | 1900000 |
| Range | 1895800 |
| Interquartile range (IQR) | 33600 |
Descriptive statistics
| Standard deviation | 37931.107 |
|---|---|
| Coefficient of variation (CV) | 0.59224627 |
| Kurtosis | 342.62935 |
| Mean | 64046.173 |
| Median Absolute Deviation (MAD) | 17000 |
| Skewness | 10.457723 |
| Sum | 3.7559878 × 109 |
| Variance | 1.4387689 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60000 | 4164 | 7.1% |
| 50000 | 2992 | 5.1% |
| 30000 | 2200 | 3.8% |
| 40000 | 1981 | 3.4% |
| 70000 | 1876 | 3.2% |
| 75000 | 1681 | 2.9% |
| 45000 | 1604 | 2.7% |
| 65000 | 1484 | 2.5% |
| 80000 | 1472 | 2.5% |
| 90000 | 1353 | 2.3% |
| Other values (2631) | 37838 |
| Value | Count | Frequency (%) |
| 4200 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 9600 | 14 | < 0.1% |
| 10000 | 1 | < 0.1% |
| 10140 | 1 | < 0.1% |
| 12000 | 37 | |
| 12360 | 1 | < 0.1% |
| 12500 | 1 | < 0.1% |
| 12600 | 1 | < 0.1% |
| 12996 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1900000 | 1 | < 0.1% |
| 1839784 | 1 | < 0.1% |
| 1824000 | 1 | < 0.1% |
| 1200000 | 2 | < 0.1% |
| 948000 | 1 | < 0.1% |
| 928000 | 1 | < 0.1% |
| 900000 | 5 | |
| 889000 | 1 | < 0.1% |
| 828000 | 1 | < 0.1% |
| 780000 | 3 |
person_home_ownership
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.3 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 89 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.64118 |
| Min length | 3 |
Characters and Unicode
| Total characters | 330827 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | OWN |
| 3rd row | OWN |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| RENT | 30594 | |
| MORTGAGE | 24824 | |
| OWN | 3138 | 5.4% |
| OTHER | 89 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rent | 30594 | |
| mortgage | 24824 | |
| own | 3138 | 5.4% |
| other | 89 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 55507 | |
| E | 55507 | |
| T | 55507 | |
| G | 49648 | |
| N | 33732 | |
| O | 28051 | |
| M | 24824 | |
| A | 24824 | |
| W | 3138 | 0.9% |
| H | 89 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 330827 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 55507 | |
| E | 55507 | |
| T | 55507 | |
| G | 49648 | |
| N | 33732 | |
| O | 28051 | |
| M | 24824 | |
| A | 24824 | |
| W | 3138 | 0.9% |
| H | 89 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 330827 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 55507 | |
| E | 55507 | |
| T | 55507 | |
| G | 49648 | |
| N | 33732 | |
| O | 28051 | |
| M | 24824 | |
| A | 24824 | |
| W | 3138 | 0.9% |
| H | 89 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 330827 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 55507 | |
| E | 55507 | |
| T | 55507 | |
| G | 49648 | |
| N | 33732 | |
| O | 28051 | |
| M | 24824 | |
| A | 24824 | |
| W | 3138 | 0.9% |
| H | 89 | < 0.1% |
person_emp_length
Real number (ℝ)
ZEROS
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7010146 |
| Minimum | 0 |
|---|---|
| Maximum | 123 |
| Zeros | 7586 |
| Zeros (%) | 12.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.9597843 |
|---|---|
| Coefficient of variation (CV) | 0.84232548 |
| Kurtosis | 29.131606 |
| Mean | 4.7010146 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.0544297 |
| Sum | 275691 |
| Variance | 15.679892 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 0 | 7586 | |
| 2 | 7270 | |
| 3 | 6475 | |
| 5 | 5839 | |
| 4 | 5461 | |
| 1 | 5203 | |
| 6 | 4902 | |
| 7 | 4275 | |
| 8 | 3015 | 5.1% |
| 9 | 2290 | 3.9% |
| Other values (26) | 6329 |
| Value | Count | Frequency (%) |
| 0 | 7586 | |
| 1 | 5203 | |
| 2 | 7270 | |
| 3 | 6475 | |
| 4 | 5461 | |
| 5 | 5839 | |
| 6 | 4902 | |
| 7 | 4275 | |
| 8 | 3015 | 5.1% |
| 9 | 2290 | 3.9% |
| Value | Count | Frequency (%) |
| 123 | 2 | < 0.1% |
| 41 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 31 | 5 | |
| 30 | 2 | < 0.1% |
| 29 | 2 | < 0.1% |
| 28 | 4 | < 0.1% |
| 27 | 7 | |
| 26 | 11 |
loan_intent
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.3 KiB |
| EDUCATION | |
|---|---|
| MEDICAL | |
| PERSONAL | |
| VENTURE | |
| DEBTCONSOLIDATION |
Length
| Max length | 17 |
|---|---|
| Median length | 15 |
| Mean length | 10.003291 |
| Min length | 7 |
Characters and Unicode
| Total characters | 586643 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EDUCATION |
|---|---|
| 2nd row | MEDICAL |
| 3rd row | PERSONAL |
| 4th row | VENTURE |
| 5th row | MEDICAL |
Common Values
| Value | Count | Frequency (%) |
| EDUCATION | 12271 | |
| MEDICAL | 10934 | |
| PERSONAL | 10016 | |
| VENTURE | 10011 | |
| DEBTCONSOLIDATION | 9133 | |
| HOMEIMPROVEMENT | 6280 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| education | 12271 | |
| medical | 10934 | |
| personal | 10016 | |
| venture | 10011 | |
| debtconsolidation | 9133 | |
| homeimprovement | 6280 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 81216 | |
| O | 62246 | |
| N | 56844 | |
| I | 47751 | |
| T | 46828 | |
| A | 42354 | 7.2% |
| D | 41471 | 7.1% |
| C | 32338 | 5.5% |
| L | 30083 | 5.1% |
| M | 29774 | 5.1% |
| Other values (7) | 115738 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 586643 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 81216 | |
| O | 62246 | |
| N | 56844 | |
| I | 47751 | |
| T | 46828 | |
| A | 42354 | 7.2% |
| D | 41471 | 7.1% |
| C | 32338 | 5.5% |
| L | 30083 | 5.1% |
| M | 29774 | 5.1% |
| Other values (7) | 115738 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 586643 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 81216 | |
| O | 62246 | |
| N | 56844 | |
| I | 47751 | |
| T | 46828 | |
| A | 42354 | 7.2% |
| D | 41471 | 7.1% |
| C | 32338 | 5.5% |
| L | 30083 | 5.1% |
| M | 29774 | 5.1% |
| Other values (7) | 115738 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 586643 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 81216 | |
| O | 62246 | |
| N | 56844 | |
| I | 47751 | |
| T | 46828 | |
| A | 42354 | 7.2% |
| D | 41471 | 7.1% |
| C | 32338 | 5.5% |
| L | 30083 | 5.1% |
| M | 29774 | 5.1% |
| Other values (7) | 115738 |
loan_grade
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.3 KiB |
| A | |
|---|---|
| B | |
| C | |
| D | |
| E | 1009 |
| Other values (2) | 182 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58645 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | C |
| 3rd row | A |
| 4th row | B |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 20984 | |
| B | 20400 | |
| C | 11036 | |
| D | 5034 | 8.6% |
| E | 1009 | 1.7% |
| F | 149 | 0.3% |
| G | 33 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 20984 | |
| b | 20400 | |
| c | 11036 | |
| d | 5034 | 8.6% |
| e | 1009 | 1.7% |
| f | 149 | 0.3% |
| g | 33 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 20984 | |
| B | 20400 | |
| C | 11036 | |
| D | 5034 | 8.6% |
| E | 1009 | 1.7% |
| F | 149 | 0.3% |
| G | 33 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 58645 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 20984 | |
| B | 20400 | |
| C | 11036 | |
| D | 5034 | 8.6% |
| E | 1009 | 1.7% |
| F | 149 | 0.3% |
| G | 33 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 58645 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 20984 | |
| B | 20400 | |
| C | 11036 | |
| D | 5034 | 8.6% |
| E | 1009 | 1.7% |
| F | 149 | 0.3% |
| G | 33 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58645 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 20984 | |
| B | 20400 | |
| C | 11036 | |
| D | 5034 | 8.6% |
| E | 1009 | 1.7% |
| F | 149 | 0.3% |
| G | 33 | 0.1% |
loan_amnt
Real number (ℝ)
HIGH CORRELATION
| Distinct | 545 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9217.5565 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2500 |
| Q1 | 5000 |
| median | 8000 |
| Q3 | 12000 |
| 95-th percentile | 20000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 7000 |
Descriptive statistics
| Standard deviation | 5563.8074 |
|---|---|
| Coefficient of variation (CV) | 0.60360979 |
| Kurtosis | 1.6937837 |
| Mean | 9217.5565 |
| Median Absolute Deviation (MAD) | 3000 |
| Skewness | 1.1885785 |
| Sum | 5.405636 × 108 |
| Variance | 30955953 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10000 | 7128 | 12.2% |
| 5000 | 5176 | 8.8% |
| 6000 | 4676 | 8.0% |
| 12000 | 4311 | 7.4% |
| 15000 | 3348 | 5.7% |
| 8000 | 3296 | 5.6% |
| 4000 | 2406 | 4.1% |
| 3000 | 2304 | 3.9% |
| 7000 | 2131 | 3.6% |
| 20000 | 1777 | 3.0% |
| Other values (535) | 22092 |
| Value | Count | Frequency (%) |
| 500 | 1 | < 0.1% |
| 700 | 1 | < 0.1% |
| 900 | 1 | < 0.1% |
| 1000 | 406 | |
| 1050 | 2 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1150 | 1 | < 0.1% |
| 1200 | 169 | |
| 1225 | 2 | < 0.1% |
| 1250 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 155 | |
| 33000 | 1 | < 0.1% |
| 32000 | 1 | < 0.1% |
| 31000 | 2 | < 0.1% |
| 30750 | 1 | < 0.1% |
| 30000 | 111 | |
| 29800 | 2 | < 0.1% |
| 29100 | 1 | < 0.1% |
| 28250 | 1 | < 0.1% |
| 28000 | 55 | 0.1% |
loan_int_rate
Real number (ℝ)
HIGH CORRELATION
| Distinct | 362 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.677874 |
| Minimum | 5.42 |
|---|---|
| Maximum | 23.22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 6.03 |
| Q1 | 7.88 |
| median | 10.75 |
| Q3 | 12.99 |
| 95-th percentile | 15.7 |
| Maximum | 23.22 |
| Range | 17.8 |
| Interquartile range (IQR) | 5.11 |
Descriptive statistics
| Standard deviation | 3.0346972 |
|---|---|
| Coefficient of variation (CV) | 0.28420424 |
| Kurtosis | -0.71815338 |
| Mean | 10.677874 |
| Median Absolute Deviation (MAD) | 2.74 |
| Skewness | 0.20002032 |
| Sum | 626203.95 |
| Variance | 9.2093871 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.99 | 2183 | 3.7% |
| 7.51 | 2150 | 3.7% |
| 7.88 | 1759 | 3.0% |
| 7.49 | 1609 | 2.7% |
| 13.49 | 1412 | 2.4% |
| 11.49 | 1306 | 2.2% |
| 7.9 | 1295 | 2.2% |
| 5.42 | 1117 | 1.9% |
| 6.03 | 1083 | 1.8% |
| 11.71 | 1072 | 1.8% |
| Other values (352) | 43659 |
| Value | Count | Frequency (%) |
| 5.42 | 1117 | |
| 5.43 | 1 | < 0.1% |
| 5.79 | 811 | |
| 5.99 | 562 | |
| 6 | 4 | < 0.1% |
| 6.03 | 1083 | |
| 6.05 | 1 | < 0.1% |
| 6.17 | 362 | 0.6% |
| 6.39 | 104 | 0.2% |
| 6.42 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 23.22 | 1 | < 0.1% |
| 23.06 | 1 | < 0.1% |
| 22.11 | 1 | < 0.1% |
| 22.06 | 1 | < 0.1% |
| 21.74 | 4 | |
| 21.64 | 1 | < 0.1% |
| 21.36 | 8 | |
| 21.21 | 5 | |
| 20.89 | 6 | |
| 20.86 | 2 | < 0.1% |
loan_percent_income
Real number (ℝ)
HIGH CORRELATION
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15923751 |
| Minimum | 0 |
|---|---|
| Maximum | 0.83 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04 |
| Q1 | 0.09 |
| median | 0.14 |
| Q3 | 0.21 |
| 95-th percentile | 0.33 |
| Maximum | 0.83 |
| Range | 0.83 |
| Interquartile range (IQR) | 0.12 |
Descriptive statistics
| Standard deviation | 0.091691793 |
|---|---|
| Coefficient of variation (CV) | 0.57581779 |
| Kurtosis | 0.63134252 |
| Mean | 0.15923751 |
| Median Absolute Deviation (MAD) | 0.06 |
| Skewness | 0.91747302 |
| Sum | 9338.484 |
| Variance | 0.0084073849 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1 | 3248 | 5.5% |
| 0.13 | 3226 | 5.5% |
| 0.08 | 2834 | 4.8% |
| 0.17 | 2795 | 4.8% |
| 0.07 | 2725 | 4.6% |
| 0.11 | 2694 | 4.6% |
| 0.09 | 2631 | 4.5% |
| 0.12 | 2518 | 4.3% |
| 0.14 | 2451 | 4.2% |
| 0.06 | 2449 | 4.2% |
| Other values (51) | 31074 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 0.01 | 138 | 0.2% |
| 0.02 | 423 | 0.7% |
| 0.03 | 1129 | 1.9% |
| 0.04 | 1689 | |
| 0.05 | 2137 | |
| 0.06 | 2449 | |
| 0.07 | 2725 | |
| 0.08 | 2834 | |
| 0.09 | 2631 |
| Value | Count | Frequency (%) |
| 0.83 | 1 | < 0.1% |
| 0.63 | 1 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| 0.56 | 2 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.53 | 4 | < 0.1% |
| 0.52 | 8 | < 0.1% |
| 0.51 | 20 | < 0.1% |
| 0.5 | 77 |
cb_person_default_on_file
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 57.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 49943 | |
| True | 8702 | 14.8% |
cb_person_cred_hist_length
Real number (ℝ)
HIGH CORRELATION
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8135561 |
| Minimum | 2 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 14 |
| Maximum | 30 |
| Range | 28 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.0291962 |
|---|---|
| Coefficient of variation (CV) | 0.69306911 |
| Kurtosis | 3.4907749 |
| Mean | 5.8135561 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.6185029 |
| Sum | 340936 |
| Variance | 16.234422 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 3 | 10708 | |
| 2 | 10657 | |
| 4 | 10566 | |
| 9 | 3499 | 6.0% |
| 8 | 3477 | 5.9% |
| 7 | 3392 | 5.8% |
| 6 | 3391 | 5.8% |
| 10 | 3364 | 5.7% |
| 5 | 3345 | 5.7% |
| 14 | 927 | 1.6% |
| Other values (19) | 5319 |
| Value | Count | Frequency (%) |
| 2 | 10657 | |
| 3 | 10708 | |
| 4 | 10566 | |
| 5 | 3345 | 5.7% |
| 6 | 3391 | 5.8% |
| 7 | 3392 | 5.8% |
| 8 | 3477 | 5.9% |
| 9 | 3499 | 6.0% |
| 10 | 3364 | 5.7% |
| 11 | 858 | 1.5% |
| Value | Count | Frequency (%) |
| 30 | 28 | |
| 29 | 26 | |
| 28 | 39 | |
| 27 | 46 | |
| 26 | 31 | |
| 25 | 31 | |
| 24 | 48 | |
| 23 | 35 | |
| 22 | 38 | |
| 21 | 37 |
loan_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58645 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 50295 | |
| 1 | 8350 | 14.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 50295 | |
| 1 | 8350 | 14.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 50295 | |
| 1 | 8350 | 14.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58645 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 50295 | |
| 1 | 8350 | 14.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58645 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 50295 | |
| 1 | 8350 | 14.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58645 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 50295 | |
| 1 | 8350 | 14.2% |
| cb_person_cred_hist_length | cb_person_default_on_file | id | loan_amnt | loan_grade | loan_int_rate | loan_intent | loan_percent_income | loan_status | person_age | person_emp_length | person_home_ownership | person_income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cb_person_cred_hist_length | 1.000 | 0.006 | 0.007 | 0.046 | 0.014 | -0.001 | 0.091 | -0.029 | 0.026 | 0.805 | 0.037 | 0.043 | 0.102 |
| cb_person_default_on_file | 0.006 | 1.000 | 0.000 | 0.049 | 0.645 | 0.606 | 0.024 | 0.043 | 0.187 | 0.008 | 0.021 | 0.100 | 0.006 |
| id | 0.007 | 0.000 | 1.000 | -0.003 | 0.004 | -0.004 | 0.001 | -0.004 | 0.001 | 0.006 | 0.003 | 0.000 | -0.001 |
| loan_amnt | 0.046 | 0.049 | -0.003 | 1.000 | 0.075 | 0.083 | 0.033 | 0.717 | 0.152 | 0.062 | 0.094 | 0.068 | 0.366 |
| loan_grade | 0.014 | 0.645 | 0.004 | 0.075 | 1.000 | 0.719 | 0.027 | 0.071 | 0.461 | 0.010 | 0.025 | 0.121 | 0.007 |
| loan_int_rate | -0.001 | 0.606 | -0.004 | 0.083 | 0.719 | 1.000 | 0.025 | 0.144 | 0.410 | -0.001 | -0.111 | 0.128 | -0.085 |
| loan_intent | 0.091 | 0.024 | 0.001 | 0.033 | 0.027 | 0.025 | 1.000 | 0.017 | 0.106 | 0.065 | 0.027 | 0.092 | 0.000 |
| loan_percent_income | -0.029 | 0.043 | -0.004 | 0.717 | 0.071 | 0.144 | 0.017 | 1.000 | 0.425 | -0.047 | -0.062 | 0.094 | -0.327 |
| loan_status | 0.026 | 0.187 | 0.001 | 0.152 | 0.461 | 0.410 | 0.106 | 0.425 | 1.000 | 0.019 | 0.032 | 0.242 | 0.026 |
| person_age | 0.805 | 0.008 | 0.006 | 0.062 | 0.010 | -0.001 | 0.065 | -0.047 | 0.019 | 1.000 | 0.065 | 0.019 | 0.149 |
| person_emp_length | 0.037 | 0.021 | 0.003 | 0.094 | 0.025 | -0.111 | 0.027 | -0.062 | 0.032 | 0.065 | 1.000 | 0.076 | 0.223 |
| person_home_ownership | 0.043 | 0.100 | 0.000 | 0.068 | 0.121 | 0.128 | 0.092 | 0.094 | 0.242 | 0.019 | 0.076 | 1.000 | 0.029 |
| person_income | 0.102 | 0.006 | -0.001 | 0.366 | 0.007 | -0.085 | 0.000 | -0.327 | 0.026 | 0.149 | 0.223 | 0.029 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 37 | 35000 | RENT | 0.0 | EDUCATION | B | 6000 | 11.49 | 0.17 | N | 14 | 0 |
| 1 | 1 | 22 | 56000 | OWN | 6.0 | MEDICAL | C | 4000 | 13.35 | 0.07 | N | 2 | 0 |
| 2 | 2 | 29 | 28800 | OWN | 8.0 | PERSONAL | A | 6000 | 8.90 | 0.21 | N | 10 | 0 |
| 3 | 3 | 30 | 70000 | RENT | 14.0 | VENTURE | B | 12000 | 11.11 | 0.17 | N | 5 | 0 |
| 4 | 4 | 22 | 60000 | RENT | 2.0 | MEDICAL | A | 6000 | 6.92 | 0.10 | N | 3 | 0 |
| 5 | 5 | 27 | 45000 | RENT | 2.0 | VENTURE | A | 9000 | 8.94 | 0.20 | N | 5 | 0 |
| 6 | 6 | 25 | 45000 | MORTGAGE | 9.0 | EDUCATION | A | 12000 | 6.54 | 0.27 | N | 3 | 0 |
| 7 | 7 | 21 | 20000 | RENT | 0.0 | PERSONAL | C | 2500 | 13.49 | 0.13 | Y | 3 | 0 |
| 8 | 8 | 37 | 69600 | RENT | 11.0 | EDUCATION | D | 5000 | 14.84 | 0.07 | Y | 11 | 0 |
| 9 | 9 | 35 | 110000 | MORTGAGE | 0.0 | DEBTCONSOLIDATION | C | 15000 | 12.98 | 0.14 | Y | 6 | 0 |
| id | person_age | person_income | person_home_ownership | person_emp_length | loan_intent | loan_grade | loan_amnt | loan_int_rate | loan_percent_income | cb_person_default_on_file | cb_person_cred_hist_length | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58635 | 58635 | 32 | 69000 | RENT | 0.0 | DEBTCONSOLIDATION | B | 12000 | 10.20 | 0.17 | N | 7 | 1 |
| 58636 | 58636 | 24 | 37000 | RENT | 3.0 | EDUCATION | C | 9000 | 13.49 | 0.24 | Y | 2 | 0 |
| 58637 | 58637 | 24 | 75000 | RENT | 8.0 | VENTURE | B | 4000 | 10.75 | 0.05 | N | 4 | 0 |
| 58638 | 58638 | 29 | 46610 | MORTGAGE | 1.0 | PERSONAL | D | 2600 | 17.58 | 0.05 | N | 6 | 1 |
| 58639 | 58639 | 22 | 70000 | RENT | 6.0 | DEBTCONSOLIDATION | A | 10000 | 7.29 | 0.14 | N | 4 | 0 |
| 58640 | 58640 | 34 | 120000 | MORTGAGE | 5.0 | EDUCATION | D | 25000 | 15.95 | 0.21 | Y | 10 | 0 |
| 58641 | 58641 | 28 | 28800 | RENT | 0.0 | MEDICAL | C | 10000 | 12.73 | 0.35 | N | 8 | 1 |
| 58642 | 58642 | 23 | 44000 | RENT | 7.0 | EDUCATION | D | 6800 | 16.00 | 0.15 | N | 2 | 1 |
| 58643 | 58643 | 22 | 30000 | RENT | 2.0 | EDUCATION | A | 5000 | 8.90 | 0.17 | N | 3 | 0 |
| 58644 | 58644 | 31 | 75000 | MORTGAGE | 2.0 | VENTURE | B | 15000 | 11.11 | 0.20 | N | 5 | 0 |